Assignment¶

Problem¶

The objective of this project is develop a predictive classifier to predict the next-day rain on the target variable RainTomorrow

Group Members¶

S.No. Name Student ID
1 Hemang Sharma 24695785
2 Jyoti Khurana 14075648
3 Mahjabeen Mohiuddin 24610507
4 Suyash Santosh Tapase 24678207

Library used¶

  1. pandas
  2. numpy
  3. matplotlib
  4. seaborn
  5. plotly
  6. sklearn

Link for DataSet & Source & Acknowledgements¶

    Observations were drawn from numerous weather stations
  • The daily observations are available from http://www.bom.gov.au/climate/data
  • Definitions adapted from http://www.bom.gov.au/climate/dwo/IDCJDW0000.shtml
    Data source
  • http://www.bom.gov.au/climate/data
  • https://www.kaggle.com/datasets/arunavakrchakraborty/australia-weather-data

Importing packages¶

We will import all the required packages and define our dataset

In [ ]:
import numpy as np 
import pandas as pd 
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.impute import SimpleImputer
from sklearn.compose import ColumnTransformer, make_column_selector
from sklearn.preprocessing import LabelEncoder
from sklearn.utils import resample
from sklearn.model_selection import train_test_split
from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier
from sklearn.metrics import confusion_matrix

Dataset¶

In this step we will describe the data in the dataset

This dataset contains about 10 years of daily weather observations from many locations across Australia.

Data Description¶


Location - Name of the city from Australia. .
MinTemp - The Minimum temperature during a particular day. (degree Celsius)
MaxTemp - The maximum temperature during a particular day. (degree Celsius)
MeanTemp - The mean temperature during a particular day. (degree Celsius)
Rainfall - Rainfall during a particular day. (millimeters)
Evaporation - Evaporation during a particular day. (millimeters)
Sunshine - Bright sunshine during a particular day. (hours)
WindGusDir - The direction of the strongest gust during a particular day. (16 compass points)
WindGuSpeed - Speed of strongest gust during a particular day. (kilometers per hour)
WindDir9am - The direction of the wind for 10 min prior to 9 am. (compass points)
WindDir3pm - The direction of the wind for 10 min prior to 3 pm. (compass points)
WindSpeed9am - Speed of the wind for 10 min prior to 9 am. (kilometers per hour)
WindSpeed3pm - Speed of the wind for 10 min prior to 3 pm. (kilometers per hour)
Humidity9am - The humidity of the wind at 9 am. (percent)
Humidity3pm - The humidity of the wind at 3 pm. (percent)
AvgHumidity - The average of humidity of the wind. (percent)
Pressure9am - Atmospheric pressure at 9 am. (hectopascals)
Pressure3pm - Atmospheric pressure at 3 pm. (hectopascals)
AvgPressure - The average Atmospheric pressure. (hectopascals)
Cloud9am - Cloud-obscured portions of the sky at 9 am. (eighths)
Cloud3pm - Cloud-obscured portions of the sky at 3 pm. (eighths)
Temp9am - The temperature at 9 am. (degree Celsius)
Temp3pm - The temperature at 3 pm. (degree Celsius)
RainToday - If today is rainy then ‘Yes’. If today is not rainy then ‘No’. RainTomorrow - This is will be the variable containing value of "if tomorrow is rainy then 1 (Yes) or if tomorrow is not rainy then 0 (No)"

In [ ]:
df_train = pd.read_csv('WeatherTrainingData.csv')
df_test = pd.read_csv('WeatherTestData.csv')
In [ ]:
print(df_train.shape)
print(df_test.shape)

(99516, 26)
(42677, 25)
In [ ]:
df_train
Out[ ]:
row ID Location MinTemp MaxTemp MeanTemp Rainfall Evaporation Sunshine WindGustDir WindGustSpeed ... AvgHumidity Pressure9am Pressure3pm AvgPressure Cloud9am Cloud3pm Temp9am Temp3pm RainToday RainTomorrow
0 0 Albury 13.4 22.9 18.20 0.6 NaN NaN W 44.0 ... 46.5 1007.7 1007.1 1007.4 8.0 NaN 16.9 21.8 No 0
1 1 Albury 7.4 25.1 16.30 0.0 NaN NaN WNW 44.0 ... 34.5 1010.6 1007.8 1009.2 NaN NaN 17.2 24.3 No 0
2 2 Albury 17.5 32.3 24.90 1.0 NaN NaN W 41.0 ... 57.5 1010.8 1006.0 1008.4 7.0 8.0 17.8 29.7 No 0
3 3 Albury 14.6 29.7 22.20 0.2 NaN NaN WNW 56.0 ... 39.0 1009.2 1005.4 1007.3 NaN NaN 20.6 28.9 No 0
4 4 Albury 7.7 26.7 17.20 0.0 NaN NaN W 35.0 ... 33.5 1013.4 1010.1 1011.8 NaN NaN 16.3 25.5 No 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
99511 99511 Uluru 8.0 20.7 14.35 0.0 NaN NaN ESE 41.0 ... 44.0 1028.1 1024.3 1026.2 NaN 7.0 11.6 20.0 No 0
99512 99512 Uluru 3.5 21.8 12.70 0.0 NaN NaN E 31.0 ... 43.0 1024.7 1021.2 1023.0 NaN NaN 9.4 20.9 No 0
99513 99513 Uluru 2.8 23.4 13.10 0.0 NaN NaN E 31.0 ... 37.5 1024.6 1020.3 1022.5 NaN NaN 10.1 22.4 No 0
99514 99514 Uluru 3.6 25.3 14.50 0.0 NaN NaN NNW 22.0 ... 38.5 1023.5 1019.1 1021.3 NaN NaN 10.9 24.5 No 0
99515 99515 Uluru 5.4 26.9 16.20 0.0 NaN NaN N 37.0 ... 38.5 1021.0 1016.8 1018.9 NaN NaN 12.5 26.1 No 0

99516 rows × 26 columns

Data Cleaning¶

Now in order to use this data, we need to clean the data and remove all the empty cells from the dataset. So we will use dropna( )

In [ ]:
data_test=df_test
data_train=df_train
data_test['RainToday'] = data_test['RainToday'].map({'Yes': 1, 'No': 0})
In [ ]:
data_test
Out[ ]:
row ID Location MinTemp MaxTemp MeanTemp Rainfall Evaporation Sunshine WindGustDir WindGustSpeed ... Humidity3pm AvgHumidity Pressure9am Pressure3pm AvgPressure Cloud9am Cloud3pm Temp9am Temp3pm RainToday
0 0 Albury 12.9 25.7 19.30 0.0 NaN NaN WSW 46.0 ... 30.0 34.0 1007.6 1008.7 1008.20 NaN 2.0 21.0 23.2 0.0
1 1 Albury 9.2 28.0 18.60 0.0 NaN NaN NE 24.0 ... 16.0 30.5 1017.6 1012.8 1015.20 NaN NaN 18.1 26.5 0.0
2 2 Albury 14.3 25.0 19.65 0.0 NaN NaN W 50.0 ... 19.0 34.0 1009.6 1008.2 1008.90 1.0 NaN 18.1 24.6 0.0
3 3 Albury 9.7 31.9 20.80 0.0 NaN NaN NNW 80.0 ... 9.0 25.5 1008.9 1003.6 1006.30 NaN NaN 18.3 30.2 0.0
4 4 Albury 15.9 18.6 17.30 15.6 NaN NaN W 61.0 ... 93.0 84.5 994.3 993.0 993.65 8.0 8.0 17.4 15.8 1.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
42672 42672 Uluru 2.4 19.1 10.80 0.0 NaN NaN E 33.0 ... 24.0 41.5 1030.0 1026.2 1028.10 NaN NaN 8.0 18.8 0.0
42673 42673 Uluru 2.3 21.4 11.90 0.0 NaN NaN SE 22.0 ... 28.0 44.0 1026.9 1022.8 1024.90 NaN NaN 8.9 20.3 0.0
42674 42674 Uluru 2.6 22.5 12.60 0.0 NaN NaN S 19.0 ... 24.0 41.5 1025.0 1021.4 1023.20 NaN NaN 8.8 22.1 0.0
42675 42675 Uluru 7.4 20.6 14.00 0.0 NaN NaN E 35.0 ... 33.0 48.0 1027.2 1023.3 1025.30 NaN NaN 11.0 20.3 0.0
42676 42676 Uluru 7.8 27.0 17.40 0.0 NaN NaN SE 28.0 ... 24.0 37.5 1019.4 1016.5 1018.00 3.0 2.0 15.1 26.0 0.0

42677 rows × 25 columns

In [ ]:
data_test.drop(columns=['Sunshine', 'Evaporation'], inplace=True)
categorical = data_test.select_dtypes(include = "object").columns
cleaner = ColumnTransformer([
    ('categorical_transformer', SimpleImputer(strategy='most_frequent'), categorical)
])
data_test[categorical] = cleaner.fit_transform(data_test[categorical])
null_columns=data_test.columns[data_test.isnull().any()]
data_test[null_columns].isnull().sum()
Out[ ]:
MinTemp            194
MaxTemp             92
Rainfall           427
WindGustSpeed     2790
WindSpeed9am       413
WindSpeed3pm       795
Humidity9am        541
Humidity3pm       1104
Pressure9am       4266
Pressure3pm       4245
Cloud9am         16085
Cloud3pm         17092
Temp9am            290
Temp3pm            822
RainToday          427
dtype: int64

Data Analysis¶

Now we will plot graphs comparing diffrent characteristics of our dataset

1. Feature Distribution¶

In [ ]:
X = df_train.drop(columns=['RainTomorrow'])
y = df_train['RainTomorrow']
df = pd.concat([X, df_test], axis=0)
In [ ]:
df.describe().T
Out[ ]:
count mean std min 25% 50% 75% max
row ID 142193.0 41227.832566 28156.744372 0.0 17774.0 35548.00 63967.0 99515.0
MinTemp 141556.0 12.186400 6.403283 -8.5 7.6 12.00 16.8 33.9
MaxTemp 141871.0 23.226784 7.117618 -4.8 17.9 22.60 28.2 48.1
MeanTemp 142193.0 17.672565 6.328795 -6.2 12.9 17.35 22.3 38.8
Rainfall 140787.0 2.349974 8.465173 0.0 0.0 0.00 0.8 371.0
Evaporation 56985.0 5.461320 4.162490 0.0 2.6 4.80 7.4 86.2
Sunshine 52199.0 7.615090 3.783008 0.0 4.8 8.40 10.6 14.5
WindGustSpeed 132923.0 39.984292 13.588801 6.0 31.0 39.00 48.0 135.0
WindSpeed9am 140845.0 14.001988 8.893337 0.0 7.0 13.00 19.0 130.0
WindSpeed3pm 139563.0 18.637576 8.803345 0.0 13.0 19.00 24.0 87.0
Humidity9am 140419.0 68.843810 19.051293 0.0 57.0 70.00 83.0 100.0
Humidity3pm 138583.0 51.482606 20.797772 0.0 37.0 52.00 66.0 100.0
AvgHumidity 142193.0 59.080240 19.084638 0.0 47.0 60.50 72.5 100.0
Pressure9am 128179.0 1017.653758 7.105476 980.5 1012.9 1017.60 1022.4 1041.0
Pressure3pm 128212.0 1015.258204 7.036677 977.1 1010.4 1015.20 1020.0 1039.6
AvgPressure 142193.0 916.413905 301.650595 0.0 1009.8 1015.50 1020.6 1040.1
Cloud9am 88536.0 4.437189 2.887016 0.0 1.0 5.00 7.0 9.0
Cloud3pm 85099.0 4.503167 2.720633 0.0 2.0 5.00 7.0 9.0
Temp9am 141289.0 16.987509 6.492838 -7.2 12.3 16.70 21.6 40.2
Temp3pm 139467.0 21.687235 6.937594 -5.4 16.6 21.10 26.4 46.7
In [ ]:
df.drop(columns='row ID', inplace=True)
total = df.isnull().sum().sort_values(ascending=False)
percent = (df.isnull().sum() / df.isnull().count()).sort_values(ascending=False)
missing_data = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])
missing_data
Out[ ]:
Total Percent
Sunshine 89994 0.632900
Evaporation 85208 0.599242
Cloud3pm 57094 0.401525
Cloud9am 53657 0.377353
Pressure9am 14014 0.098556
Pressure3pm 13981 0.098324
WindGustSpeed 9270 0.065193
WindDir9am 7006 0.049271
WindGustDir 6521 0.045860
Humidity3pm 3610 0.025388
Temp3pm 2726 0.019171
WindDir3pm 2648 0.018623
WindSpeed3pm 2630 0.018496
Humidity9am 1774 0.012476
RainToday 1406 0.009888
Rainfall 1406 0.009888
WindSpeed9am 1348 0.009480
Temp9am 904 0.006358
MinTemp 637 0.004480
MaxTemp 322 0.002265
AvgHumidity 0 0.000000
AvgPressure 0 0.000000
MeanTemp 0 0.000000
Location 0 0.000000
In [ ]:
df.drop(columns=['Sunshine', 'Evaporation'], inplace=True)
df.dtypes
Out[ ]:
Location          object
MinTemp          float64
MaxTemp          float64
MeanTemp         float64
Rainfall         float64
WindGustDir       object
WindGustSpeed    float64
WindDir9am        object
WindDir3pm        object
WindSpeed9am     float64
WindSpeed3pm     float64
Humidity9am      float64
Humidity3pm      float64
AvgHumidity      float64
Pressure9am      float64
Pressure3pm      float64
AvgPressure      float64
Cloud9am         float64
Cloud3pm         float64
Temp9am          float64
Temp3pm          float64
RainToday         object
dtype: object
In [ ]:
categorical = df.select_dtypes(include = "object").columns
cleaner = ColumnTransformer([
    ('categorical_transformer', SimpleImputer(strategy='most_frequent'), categorical)
])
df[categorical] = cleaner.fit_transform(df[categorical])

null_columns=df.columns[df.isnull().any()]
df[null_columns].isnull().sum()
Out[ ]:
MinTemp            637
MaxTemp            322
Rainfall          1406
WindGustSpeed     9270
WindSpeed9am      1348
WindSpeed3pm      2630
Humidity9am       1774
Humidity3pm       3610
Pressure9am      14014
Pressure3pm      13981
Cloud9am         53657
Cloud3pm         57094
Temp9am            904
Temp3pm           2726
dtype: int64
In [ ]:
df = df.fillna(df.median())
df.isnull().sum()

/var/folders/df/npmhf4fs0qb8cnwm2kmptxk00000gn/T/ipykernel_94084/1273592041.py:1: FutureWarning:

The default value of numeric_only in DataFrame.median is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.
Out[ ]:
Location         0
MinTemp          0
MaxTemp          0
MeanTemp         0
Rainfall         0
WindGustDir      0
WindGustSpeed    0
WindDir9am       0
WindDir3pm       0
WindSpeed9am     0
WindSpeed3pm     0
Humidity9am      0
Humidity3pm      0
AvgHumidity      0
Pressure9am      0
Pressure3pm      0
AvgPressure      0
Cloud9am         0
Cloud3pm         0
Temp9am          0
Temp3pm          0
RainToday        0
dtype: int64
In [ ]:
categorical = df.select_dtypes(include = "object").columns
for i in range(len(categorical)):
    print(df[categorical[i]].value_counts())
    print('************************************\n')

Canberra            3418
Sydney              3337
Perth               3193
Darwin              3192
Hobart              3188
Brisbane            3161
Adelaide            3090
Bendigo             3034
Townsville          3033
AliceSprings        3031
MountGambier        3030
Launceston          3028
Ballarat            3028
Albany              3016
Albury              3011
PerthAirport        3009
MelbourneAirport    3009
Mildura             3007
SydneyAirport       3005
Nuriootpa           3002
Sale                3000
Watsonia            2999
Tuggeranong         2998
Portland            2996
Woomera             2990
Cairns              2988
Cobar               2988
Wollongong          2983
GoldCoast           2980
WaggaWagga          2976
Penrith             2964
NorfolkIsland       2964
SalmonGums          2955
Newcastle           2955
CoffsHarbour        2953
Witchcliffe         2952
Richmond            2951
Dartmoor            2943
NorahHead           2929
BadgerysCreek       2928
MountGinini         2907
Moree               2854
Walpole             2819
PearceRAAF          2762
Williamtown         2553
Melbourne           2435
Nhil                1569
Katherine           1559
Uluru               1521
Name: Location, dtype: int64
************************************

W      19110
SE      9309
E       9071
N       9033
SSE     8993
S       8949
WSW     8901
SW      8797
SSW     8610
WNW     8066
NW      8003
ENE     7992
ESE     7305
NE      7060
NNW     6561
NNE     6433
Name: WindGustDir, dtype: int64
************************************

N      21406
SE      9162
E       9024
SSE     8966
NW      8552
S       8493
W       8260
SW      8237
NNE     7948
NNW     7840
ENE     7735
ESE     7558
NE      7527
SSW     7448
WNW     7194
WSW     6843
Name: WindDir9am, dtype: int64
************************************

SE     14441
W       9911
S       9598
WSW     9329
SW      9182
SSE     9142
N       8667
WNW     8656
NW      8468
ESE     8382
E       8342
NE      8164
SSW     8010
NNW     7733
ENE     7724
NNE     6444
Name: WindDir3pm, dtype: int64
************************************

No     77887
0.0    32851
Yes    22056
1.0     9399
Name: RainToday, dtype: int64
************************************
In [ ]:
from sklearn.preprocessing import LabelEncoder

for col in df.columns:
    if df[col].dtype == 'object':
        df[col] = df[col].astype(str)
        df[col] = LabelEncoder().fit_transform(df[col])

df
Out[ ]:
Location MinTemp MaxTemp MeanTemp Rainfall WindGustDir WindGustSpeed WindDir9am WindDir3pm WindSpeed9am ... Humidity3pm AvgHumidity Pressure9am Pressure3pm AvgPressure Cloud9am Cloud3pm Temp9am Temp3pm RainToday
0 2 13.4 22.9 18.2 0.6 13 44.0 13 14 20.0 ... 22.0 46.5 1007.7 1007.1 1007.4 8.0 5.0 16.9 21.8 2
1 2 7.4 25.1 16.3 0.0 14 44.0 6 15 4.0 ... 25.0 34.5 1010.6 1007.8 1009.2 5.0 5.0 17.2 24.3 2
2 2 17.5 32.3 24.9 1.0 13 41.0 1 7 7.0 ... 33.0 57.5 1010.8 1006.0 1008.4 7.0 8.0 17.8 29.7 2
3 2 14.6 29.7 22.2 0.2 14 56.0 13 13 19.0 ... 23.0 39.0 1009.2 1005.4 1007.3 5.0 5.0 20.6 28.9 2
4 2 7.7 26.7 17.2 0.0 13 35.0 10 13 6.0 ... 19.0 33.5 1013.4 1010.1 1011.8 5.0 5.0 16.3 25.5 2
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
42672 41 2.4 19.1 10.8 0.0 0 33.0 9 0 17.0 ... 24.0 41.5 1030.0 1026.2 1028.1 5.0 5.0 8.0 18.8 0
42673 41 2.3 21.4 11.9 0.0 9 22.0 9 10 11.0 ... 28.0 44.0 1026.9 1022.8 1024.9 5.0 5.0 8.9 20.3 0
42674 41 2.6 22.5 12.6 0.0 8 19.0 8 0 9.0 ... 24.0 41.5 1025.0 1021.4 1023.2 5.0 5.0 8.8 22.1 0
42675 41 7.4 20.6 14.0 0.0 0 35.0 2 0 15.0 ... 33.0 48.0 1027.2 1023.3 1025.3 5.0 5.0 11.0 20.3 0
42676 41 7.8 27.0 17.4 0.0 9 28.0 10 3 13.0 ... 24.0 37.5 1019.4 1016.5 1018.0 3.0 2.0 15.1 26.0 0

142193 rows × 22 columns

In [ ]:
'''objects = df.select_dtypes(include = "object").columns
for i in range(len(objects)):
    df[objects[i]] = LabelEncoder().fit_transform(df[objects[i]])

df'''
Out[ ]:
'objects = df.select_dtypes(include = "object").columns\nfor i in range(len(objects)):\n    df[objects[i]] = LabelEncoder().fit_transform(df[objects[i]])\n\ndf'
In [ ]:
train = df.iloc[:99516,:]
new_train = pd.concat([train, y], axis=1)
test = df.iloc[99516:, :]
new_train
Out[ ]:
Location MinTemp MaxTemp MeanTemp Rainfall WindGustDir WindGustSpeed WindDir9am WindDir3pm WindSpeed9am ... AvgHumidity Pressure9am Pressure3pm AvgPressure Cloud9am Cloud3pm Temp9am Temp3pm RainToday RainTomorrow
0 2 13.4 22.9 18.20 0.6 13 44.0 13 14 20.0 ... 46.5 1007.7 1007.1 1007.4 8.0 5.0 16.9 21.8 2 0
1 2 7.4 25.1 16.30 0.0 14 44.0 6 15 4.0 ... 34.5 1010.6 1007.8 1009.2 5.0 5.0 17.2 24.3 2 0
2 2 17.5 32.3 24.90 1.0 13 41.0 1 7 7.0 ... 57.5 1010.8 1006.0 1008.4 7.0 8.0 17.8 29.7 2 0
3 2 14.6 29.7 22.20 0.2 14 56.0 13 13 19.0 ... 39.0 1009.2 1005.4 1007.3 5.0 5.0 20.6 28.9 2 0
4 2 7.7 26.7 17.20 0.0 13 35.0 10 13 6.0 ... 33.5 1013.4 1010.1 1011.8 5.0 5.0 16.3 25.5 2 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
99511 41 8.0 20.7 14.35 0.0 2 41.0 9 0 19.0 ... 44.0 1028.1 1024.3 1026.2 5.0 7.0 11.6 20.0 2 0
99512 41 3.5 21.8 12.70 0.0 0 31.0 2 0 15.0 ... 43.0 1024.7 1021.2 1023.0 5.0 5.0 9.4 20.9 2 0
99513 41 2.8 23.4 13.10 0.0 0 31.0 9 1 13.0 ... 37.5 1024.6 1020.3 1022.5 5.0 5.0 10.1 22.4 2 0
99514 41 3.6 25.3 14.50 0.0 6 22.0 9 3 13.0 ... 38.5 1023.5 1019.1 1021.3 5.0 5.0 10.9 24.5 2 0
99515 41 5.4 26.9 16.20 0.0 3 37.0 9 14 9.0 ... 38.5 1021.0 1016.8 1018.9 5.0 5.0 12.5 26.1 2 0

99516 rows × 23 columns

In [ ]:
plt.figure(figsize=(17,18))
cor = new_train.corr()
sns.heatmap(cor, annot=True, cmap=plt.cm.Reds,fmt='.2f')
Out[ ]:
<Axes: >
In [ ]:
sns.histplot(new_train['Humidity9am'])
Out[ ]:
<Axes: xlabel='Humidity9am', ylabel='Count'>
In [ ]:
sns.histplot(new_train['Humidity3pm'])
Out[ ]:
<Axes: xlabel='Humidity3pm', ylabel='Count'>
In [ ]:
sns.boxplot(x=new_train['Cloud9am'])
Out[ ]:
<Axes: xlabel='Cloud9am'>
In [ ]:
sns.boxplot(x=new_train['Cloud3pm'])
Out[ ]:
<Axes: xlabel='Cloud3pm'>
In [ ]:
sns.countplot(x=new_train['RainToday'])
Out[ ]:
<Axes: xlabel='RainToday', ylabel='count'>
In [ ]:
new_train['RainTomorrow'].value_counts()
Out[ ]:
0    77157
1    22359
Name: RainTomorrow, dtype: int64
In [ ]:
sns.countplot(x=new_train['RainTomorrow'])
Out[ ]:
<Axes: xlabel='RainTomorrow', ylabel='count'>
In [ ]:
df_majority_0 = new_train[(new_train['RainTomorrow']==0)] 
df_minority_1 = new_train[(new_train['RainTomorrow']==1)] 

df_minority_upsampled = resample(df_minority_1, 
                                 replace=True,    
                                 n_samples= 77157, 
                                 random_state=42) 

df_upsampled = pd.concat([df_minority_upsampled, df_majority_0])
In [ ]:
plt.figure(figsize=(17,18))
cor = df_upsampled.corr()
sns.heatmap(cor, annot=True, cmap=plt.cm.Reds,fmt='.2f')
Out[ ]:
<Axes: >
In [ ]:
sns.countplot(x=df_upsampled['RainTomorrow'])
Out[ ]:
<Axes: xlabel='RainTomorrow', ylabel='count'>
In [ ]:
sns.displot(data_test, x="MinTemp", hue='RainToday', kde=True)
plt.title("Minimum Temperature Distribution", fontsize = 14)
plt.show()

The analysis revealed that the minimum temperature range from -8.5 ℃ to 33.9 ℃ and the minimum temperature of 11 ℃ had the highest frequency in the data set.

In [ ]:
sns.displot(data_test, x="MaxTemp", hue='RainToday', kde=True)
plt.title("Maximum Temperature Distribution", fontsize = 14)
plt.show()

On the other hand, the maximum temperature range from -4.1 ℃ to 48.1 ℃ and the maximum temperature of 20 ℃ has the highest frequency in the data set.

In [ ]:
sns.displot(data_test, x="WindGustSpeed", hue='RainToday', kde=True)
plt.title("Wind Gust Distribution", fontsize = 14)
plt.show()

During the analysis, it was found that the range of gusts was from 6 main points to 135 main points and 39.98 main points of gusts had the highest frequency in the data set.

In [ ]:
sns.displot(data_test, x="Humidity9am", hue='RainToday', kde=True)
plt.title("Humidity at 9am Distribution", fontsize = 14)
plt.show()

During the analysis, it was found that the range of air humidity at 9 o'clock in the morning. and at 3:00 p.m. from 0% to 100% and 99% humidity at 9:00 am. has the highest frequency in the data set.

In [ ]:
sns.displot(data_test, x="Humidity3pm", hue='RainToday', kde=True)
plt.title("Humidity at 3pm Distribution", fontsize = 14)
plt.show()

On the other hand, 54.43% of humidity at 3 pm has the highest frequency in the dataset.

In [ ]:
sns.displot(data_test, x="Pressure9am", hue='RainToday', kde=True)
plt.title("Pressure at 9am Distribution", fontsize = 14)
plt.show()

During the analysis, it was found that the range of wind pressure at 9 am. ranges from 980.5 hPa to 1042 hPa, and the pressure of 1017.68 hPa has the highest frequency in the data set.

In [ ]:
sns.displot(data_test, x="Pressure3pm", hue='RainToday', kde=True)
plt.title("Pressure at 3pm Distribution", fontsize = 14)
plt.show()

On the opposite hand, the variety of strain at three pm is from 978.2 hPa to 1039.6 hPa and 1015.28 hPa of strain has the very best frequency withinside the dataset.

In [ ]:
sns.displot(data_test, x="Cloud9am", hue='RainToday', kde=True)
plt.title("Cloud at 9am Distribution", fontsize = 14)
plt.show()

During the analysis, it's been determined that the variety of cloud at 9 am and 3 pm is from zero eighths to nine eighths and 4.44 eighths of cloud at nine am has the best frequency withinside the dataset.

In [ ]:
sns.displot(data_test, x="Cloud3pm", hue='RainToday', kde=True)
plt.title("Cloud at 3pm Distribution", fontsize = 14)
plt.show()

On the other hand, 4.52 eighths of cloud at 3 pm has the highest frequency in the dataset.

In [ ]:
sns.displot(data_test, x="Temp9am", hue='RainToday', kde=True)
plt.title("Temperature at 9am Distribution", fontsize = 14)
plt.show()

During the analysis, it has been found that the range of wind temperature at 9 am is from -7 ℃ to 40.2 ℃ and 17 ℃ of temperature has the highest frequency in the dataset.

In [ ]:
sns.displot(data_test, x="Temp3pm", hue='RainToday', kde=True)
plt.title("Temperature at 3pm Distribution", fontsize = 14)
plt.show()

On the other hand, the range of pressure at 3 pm is from -5.1 ℃ to 46.7 ℃ and 27.68 ℃ of temperature has the highest frequency in the dataset.

In [ ]:
df=data_test
sns.histplot(df['Humidity9am'])
Out[ ]:
<Axes: xlabel='Humidity9am', ylabel='Count'>
In [ ]:
sns.histplot(df['Humidity3pm'])
Out[ ]:
<Axes: xlabel='Humidity3pm', ylabel='Count'>
In [ ]:
sns.histplot(df['Cloud9am'])
Out[ ]:
<Axes: xlabel='Cloud9am', ylabel='Count'>
In [ ]:
sns.histplot(df['Cloud3pm'])
Out[ ]:
<Axes: xlabel='Cloud3pm', ylabel='Count'>
In [ ]:
sns.histplot(df['RainToday'])
Out[ ]:
<Axes: xlabel='RainToday', ylabel='Count'>
In [ ]:
x = list(data_test.MeanTemp)
y = list(data_test.Rainfall)
  
fig = plt.figure(figsize = (10, 5))
 
# creating the bar plot
plt.bar(x, y, color ='blue',
        width = 0.4)
 
plt.xlabel("Average temperature (in degree Celsius)")
plt.ylabel("Rainfall during a particular day. (millimeters)")
plt.title("Relation between Average Temperature and Rainfall")
plt.show()
In [ ]:
import seaborn as sns
import plotly.express as px

figure = px.scatter(data_frame = data_test, x="AvgHumidity",
                    y="MeanTemp", size="AvgHumidity", 
                    trendline="ols", 
                    labels={
                     "AvgHumidity": "Humidity (in percent)",
                     "MeanTemp": "Mean Temperature (in degree Celsius)"
                 },
                    title = "Relationship Between Temperature and Humidity")
figure.show()

2. Average WindSpeed Analysis¶

In [ ]:
windspeed_weather_df = data_test.groupby(['Location'])[['WindSpeed9am', 'WindSpeed3pm']].mean()
windspeed_weather_df = windspeed_weather_df.reset_index()
windspeed_weather_df.head()
Out[ ]:
Location WindSpeed9am WindSpeed3pm
0 Adelaide 9.849616 15.354555
1 Albany 12.418605 19.203297
2 Albury 8.274194 14.317552
3 AliceSprings 14.890231 18.300768
4 BadgerysCreek 7.952273 14.075964
In [ ]:
x = windspeed_weather_df.loc[:, 'Location']
y1 = windspeed_weather_df['WindSpeed9am'] 
y2 = windspeed_weather_df['WindSpeed3pm']

plt.figure(figsize = (15, 8))

plt.plot(x, y1, marker='D', color = 'darkred', label = 'WindSpeed at 9am') 
plt.plot(x, y2, marker='D', color = 'blue', label = 'WindSpeed at 3pm')

plt.xlabel('Location', fontsize = 14)
plt.ylabel('WindSpeed', fontsize = 14)
plt.title('Location-wise observation of Average WindSpeed', fontsize = 18)
plt.legend(fontsize = 10, loc = 'best')
plt.xticks(rotation=80)
plt.show()

From this analysis, the wind speed at Melbourne Airport was determined to be the highest at 9:00 AM. with a speed of 20.29 km/h. On the other hand, at 3 o'clock in the afternoon. The highest wind speed is on the Gold Coast of Australia with 25.77 km/h. It can be concluded that the wind speed at 15:00. it is much higher than the wind speed at 9 o'clock in the morning.

3. Average Humidity Analysis¶

In [ ]:
humidity_weather_df = data_test.groupby(['Location'])[['Humidity9am', 'Humidity3pm']].mean()
humidity_weather_df = humidity_weather_df.reset_index()
humidity_weather_df.head()
Out[ ]:
Location Humidity9am Humidity3pm
0 Adelaide 58.539560 44.398463
1 Albany 74.787592 67.116848
2 Albury 73.603926 47.346774
3 AliceSprings 39.140351 23.670692
4 BadgerysCreek 77.174603 52.029545
In [ ]:
x = humidity_weather_df.loc[:, 'Location']
y1 = humidity_weather_df['Humidity9am'] 
y2 = humidity_weather_df['Humidity3pm']

plt.figure(figsize = (15, 8))

plt.bar(x, y1, color = 'gold', label = 'Humidity at 9am') 
plt.bar(x, y2, color = 'blue',label = 'Humidity at 3pm')

plt.xlabel('Location', fontsize = 14)
plt.ylabel('Humidity', fontsize = 14)
plt.title('Location-wise observation of Average Humidity', fontsize = 18)
plt.legend(fontsize = 10, loc = 'best')
plt.xticks(rotation=80)
plt.show()

From this analysis it was found that the humidity of Dartmoor was highest at 9 am. 84.38%. On the other hand, at 3:00 p.m., Australia's Mount Ginnie has the highest humidity at 68.24%. In conclusion, it can be concluded that the humidity at 9 o'clock is much higher than the wind speed at 3 o'clock.

4. Average Pressure Analysis¶

In [ ]:
pressure_weather_df = data_test.groupby(['Location'])[['Pressure9am', 'Pressure3pm']].mean()
pressure_weather_df = pressure_weather_df.reset_index()
pressure_weather_df.head()
Out[ ]:
Location Pressure9am Pressure3pm
0 Adelaide 1018.765897 1016.758901
1 Albany 1018.092685 1016.322547
2 Albury 1018.330725 1015.743894
3 AliceSprings 1016.907675 1013.070362
4 BadgerysCreek 1018.159763 1015.329858
In [ ]:
x = pressure_weather_df.loc[:, 'Location']
y1 = pressure_weather_df['Pressure9am'] 
y2 = pressure_weather_df['Pressure3pm']

plt.figure(figsize = (15, 8))

plt.plot(x, y1, marker='o', color = 'cyan', label = 'Pressure at 9am') 
plt.plot(x, y2, marker='o', color = 'darkcyan', label = 'Pressure at 3pm')

plt.xlabel('Location', fontsize = 14)
plt.ylabel('Pressure', fontsize = 14)
plt.title('Location-wise observation of Average Pressure', fontsize = 18)
plt.legend(fontsize = 10, loc = 'best')
plt.xticks(rotation=80)
plt.show()

During this analysis, it was found that the pressure in Canberra is the highest at 9 o'clock in the morning. at 1018.93 hPa. On the other hand, Adelaide, Australia has the highest pressure at 15:00 at 1016.79 hPa. In short, it can be concluded that the pressure at 9 o'clock is much higher than the wind speed at 3 o'clock.

5. Average Temperature Analysis¶

In [ ]:
location_weather_df = data_test.groupby(['Location'])[['MinTemp', 'MaxTemp', 'Temp9am', 'Temp3pm']].mean()
location_weather_df = location_weather_df.reset_index()
location_weather_df.head()
Out[ ]:
Location MinTemp MaxTemp Temp9am Temp3pm
0 Adelaide 12.874643 23.337500 17.311868 21.972887
1 Albany 13.048097 20.219078 16.311321 18.584125
2 Albury 9.579700 22.881473 14.530370 21.622465
3 AliceSprings 12.905811 29.124808 21.212390 27.892645
4 BadgerysCreek 11.146833 24.163318 16.643552 22.636281
In [ ]:
x = location_weather_df.loc[:, 'Location']
y1 = location_weather_df['MinTemp'] 
y2 = location_weather_df['MaxTemp']
y3 = location_weather_df['Temp9am'] 
y4 = location_weather_df['Temp3pm']

plt.figure(figsize = (15, 8))

plt.plot(x, y1, label = 'Minimum Temperature', marker='o', alpha = 0.8) 
plt.plot(x, y2, label = 'Maximum Temperature', marker='o', alpha = 0.8) 
plt.plot(x, y3, label = 'Temperature at 9am', marker='o', alpha = 0.8) 
plt.plot(x, y4, label = 'Temperature at 3pm', marker='o', alpha = 0.8)

plt.xlabel('Location', fontsize = 14)
plt.ylabel('Temperature', fontsize = 14)
plt.title('Location-wise observation of Average Temperature', fontsize = 18)
plt.legend(fontsize = 10, loc = 'best')
plt.xticks(rotation=80)
plt.show()

Finding the list of positive integer numbers from the dataset

In [ ]:
import pandas as pd
# Select the columns containing the numerical data
numerical_columns = ['MinTemp', 'MaxTemp', 'Rainfall', 'WindGustSpeed', 'WindSpeed9am', 'WindSpeed3pm',
                     'Humidity9am', 'Humidity3pm', 'Pressure9am', 'Pressure3pm', 'Cloud9am', 'Cloud3pm',
                     'Temp9am', 'Temp3pm']

# Create an empty list to store the positive integer numbers
positive_integers = []

# Iterate over each column
for column in numerical_columns:
    # Filter out positive integers from the column
    positive_values = data_test[column][(data_test[column] > 0) & (data_test[column] % 1 == 0)]
    # Append the positive integers to the list
    positive_integers.extend(positive_values.tolist())

# Print the list of positive integer numbers
print("List of positive integer numbers:")
print(positive_integers)

List of positive integer numbers:
[12.0, 16.0, 10.0, 7.0, 8.0, 8.0, 4.0, 9.0, 12.0, 16.0, 3.0, 3.0, 1.0, 5.0, 10.0, 1.0, 9.0, 15.0, 15.0, 17.0, 11.0, 5.0, 1.0, 3.0, 5.0, 5.0, 4.0, 9.0, 9.0, 17.0, 7.0, 4.0, 6.0, 6.0, 10.0, 2.0, 8.0, 5.0, 7.0, 9.0, 12.0, 17.0, 17.0, 14.0, 19.0, 13.0, 7.0, 1.0, 6.0, 12.0, 15.0, 18.0, 12.0, 26.0, 18.0, 19.0, 10.0, 1.0, 1.0, 12.0, 10.0, 17.0, 18.0, 16.0, 11.0, 10.0, 10.0, 8.0, 7.0, 9.0, 11.0, 16.0, 12.0, 20.0, 20.0, 10.0, 11.0, 9.0, 6.0, 15.0, 17.0, 13.0, 4.0, 7.0, 15.0, 10.0, 19.0, 15.0, 17.0, 7.0, 8.0, 5.0, 13.0, 13.0, 16.0, 19.0, 17.0, 14.0, 5.0, 9.0, 8.0, 5.0, 10.0, 17.0, 17.0, 18.0, 14.0, 10.0, 16.0, 4.0, 9.0, 4.0, 5.0, 17.0, 17.0, 17.0, 12.0, 11.0, 12.0, 15.0, 12.0, 17.0, 18.0, 15.0, 17.0, 19.0, 16.0, 8.0, 4.0, 19.0, 14.0, 19.0, 7.0, 5.0, 3.0, 5.0, 12.0, 7.0, 13.0, 18.0, 19.0, 18.0, 16.0, 13.0, 13.0, 13.0, 14.0, 8.0, 7.0, 13.0, 7.0, 6.0, 4.0, 17.0, 18.0, 15.0, 19.0, 12.0, 9.0, 12.0, 16.0, 20.0, 23.0, 21.0, 10.0, 12.0, 21.0, 27.0, 22.0, 18.0, 9.0, 8.0, 10.0, 4.0, 1.0, 9.0, 12.0, 9.0, 15.0, 11.0, 12.0, 22.0, 26.0, 18.0, 24.0, 24.0, 13.0, 21.0, 4.0, 7.0, 17.0, 18.0, 12.0, 3.0, 4.0, 4.0, 12.0, 13.0, 20.0, 2.0, 10.0, 13.0, 13.0, 11.0, 15.0, 13.0, 3.0, 7.0, 15.0, 16.0, 8.0, 21.0, 25.0, 17.0, 19.0, 24.0, 18.0, 14.0, 21.0, 24.0, 14.0, 3.0, 4.0, 6.0, 17.0, 14.0, 7.0, 4.0, 4.0, 10.0, 8.0, 8.0, 4.0, 8.0, 7.0, 12.0, 13.0, 4.0, 9.0, 6.0, 7.0, 9.0, 8.0, 20.0, 18.0, 11.0, 18.0, 20.0, 17.0, 14.0, 9.0, 5.0, 20.0, 10.0, 7.0, 5.0, 11.0, 10.0, 17.0, 13.0, 18.0, 22.0, 19.0, 16.0, 15.0, 16.0, 7.0, 12.0, 7.0, 5.0, 10.0, 18.0, 20.0, 21.0, 24.0, 23.0, 18.0, 8.0, 6.0, 6.0, 16.0, 20.0, 17.0, 20.0, 18.0, 21.0, 12.0, 15.0, 8.0, 13.0, 20.0, 17.0, 19.0, 18.0, 16.0, 16.0, 7.0, 12.0, 12.0, 14.0, 16.0, 12.0, 19.0, 19.0, 18.0, 18.0, 13.0, 4.0, 11.0, 11.0, 16.0, 14.0, 23.0, 18.0, 18.0, 18.0, 15.0, 12.0, 14.0, 9.0, 7.0, 10.0, 12.0, 8.0, 9.0, 17.0, 15.0, 18.0, 21.0, 23.0, 22.0, 14.0, 7.0, 8.0, 19.0, 23.0, 17.0, 18.0, 19.0, 18.0, 16.0, 20.0, 23.0, 22.0, 21.0, 20.0, 9.0, 11.0, 16.0, 16.0, 13.0, 8.0, 10.0, 10.0, 6.0, 3.0, 2.0, 12.0, 7.0, 14.0, 15.0, 19.0, 21.0, 16.0, 16.0, 12.0, 10.0, 10.0, 13.0, 8.0, 16.0, 19.0, 17.0, 18.0, 19.0, 25.0, 20.0, 24.0, 22.0, 15.0, 5.0, 10.0, 1.0, 7.0, 12.0, 18.0, 19.0, 20.0, 15.0, 17.0, 5.0, 7.0, 6.0, 6.0, 6.0, 14.0, 11.0, 12.0, 8.0, 8.0, 11.0, 19.0, 11.0, 16.0, 17.0, 26.0, 23.0, 19.0, 21.0, 14.0, 12.0, 2.0, 5.0, 5.0, 8.0, 20.0, 17.0, 14.0, 18.0, 12.0, 2.0, 17.0, 16.0, 18.0, 22.0, 13.0, 11.0, 3.0, 5.0, 20.0, 26.0, 13.0, 15.0, 6.0, 8.0, 22.0, 21.0, 20.0, 20.0, 17.0, 19.0, 17.0, 13.0, 5.0, 9.0, 9.0, 8.0, 13.0, 14.0, 22.0, 21.0, 19.0, 15.0, 13.0, 16.0, 13.0, 13.0, 11.0, 10.0, 6.0, 10.0, 11.0, 21.0, 18.0, 18.0, 17.0, 17.0, 14.0, 10.0, 6.0, 8.0, 8.0, 8.0, 6.0, 10.0, 14.0, 19.0, 19.0, 18.0, 20.0, 7.0, 11.0, 8.0, 6.0, 5.0, 5.0, 5.0, 6.0, 10.0, 15.0, 22.0, 21.0, 22.0, 15.0, 16.0, 12.0, 5.0, 8.0, 6.0, 12.0, 8.0, 6.0, 12.0, 12.0, 12.0, 14.0, 8.0, 15.0, 15.0, 17.0, 17.0, 13.0, 12.0, 15.0, 14.0, 10.0, 7.0, 9.0, 12.0, 15.0, 19.0, 16.0, 21.0, 20.0, 18.0, 18.0, 20.0, 21.0, 18.0, 19.0, 16.0, 14.0, 4.0, 4.0, 11.0, 18.0, 20.0, 20.0, 19.0, 15.0, 22.0, 20.0, 16.0, 18.0, 19.0, 23.0, 18.0, 13.0, 13.0, 16.0, 9.0, 11.0, 17.0, 11.0, 15.0, 14.0, 17.0, 16.0, 11.0, 19.0, 21.0, 18.0, 20.0, 18.0, 19.0, 23.0, 18.0, 19.0, 19.0, 11.0, 13.0, 20.0, 19.0, 22.0, 12.0, 13.0, 12.0, 17.0, 17.0, 20.0, 18.0, 22.0, 18.0, 12.0, 11.0, 10.0, 18.0, 17.0, 18.0, 17.0, 21.0, 6.0, 7.0, 14.0, 13.0, 17.0, 20.0, 18.0, 18.0, 10.0, 7.0, 7.0, 10.0, 8.0, 17.0, 16.0, 15.0, 21.0, 19.0, 16.0, 14.0, 14.0, 10.0, 16.0, 19.0, 19.0, 20.0, 20.0, 21.0, 20.0, 10.0, 19.0, 21.0, 23.0, 22.0, 11.0, 15.0, 19.0, 18.0, 15.0, 22.0, 18.0, 16.0, 5.0, 15.0, 9.0, 13.0, 18.0, 20.0, 20.0, 19.0, 21.0, 20.0, 15.0, 17.0, 14.0, 20.0, 20.0, 19.0, 15.0, 12.0, 14.0, 16.0, 13.0, 14.0, 17.0, 20.0, 19.0, 20.0, 18.0, 17.0, 17.0, 18.0, 15.0, 14.0, 15.0, 18.0, 14.0, 16.0, 17.0, 22.0, 19.0, 21.0, 20.0, 17.0, 19.0, 15.0, 12.0, 14.0, 13.0, 16.0, 16.0, 17.0, 21.0, 22.0, 21.0, 16.0, 22.0, 19.0, 13.0, 14.0, 16.0, 13.0, 13.0, 16.0, 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Mean & Standard Deviation¶

In [ ]:
import pandas as pd
# Select the columns for which you want to calculate the mean
columns = ['MinTemp', 'MaxTemp', 'Rainfall', 'WindGustSpeed', 'WindSpeed9am', 'WindSpeed3pm',
           'Humidity9am', 'Humidity3pm', 'Pressure9am', 'Pressure3pm', 'Cloud9am', 'Cloud3pm',
           'Temp9am', 'Temp3pm', 'RainToday']

# Calculate the mean for each column
mean_values = data_test[columns].mean()

# Print the mean for each column
print("Mean for each column:")
print(mean_values)

Mean for each column:
MinTemp            12.210032
MaxTemp            23.246068
Rainfall            2.342862
WindGustSpeed      40.001379
WindSpeed9am       13.995315
WindSpeed3pm       18.607516
Humidity9am        68.791176
Humidity3pm        51.597672
Pressure9am      1017.581591
Pressure3pm      1015.192792
Cloud9am            4.412041
Cloud3pm            4.466054
Temp9am            17.028266
Temp3pm            21.700982
RainToday           0.222462
dtype: float64
In [ ]:
import pandas as pd

# Select the columns for which you want to calculate the standard deviation
columns = ['MinTemp', 'MaxTemp', 'Rainfall', 'WindGustSpeed', 'WindSpeed9am', 'WindSpeed3pm',
           'Humidity9am', 'Humidity3pm', 'Pressure9am', 'Pressure3pm', 'Cloud9am', 'Cloud3pm',
           'Temp9am', 'Temp3pm', 'RainToday']

# Calculate the standard deviation for each column
std_values = data_test[columns].std()

# Print the standard deviation for each column
print("Standard deviation for each column:")
print(std_values)

Standard deviation for each column:
MinTemp           6.432122
MaxTemp           7.123596
Rainfall          8.412106
WindGustSpeed    13.605915
WindSpeed9am      8.872445
WindSpeed3pm      8.806916
Humidity9am      18.996115
Humidity3pm      20.844525
Pressure9am       7.094070
Pressure3pm       7.016408
Cloud9am          2.887927
Cloud3pm          2.729640
Temp9am           6.501771
Temp3pm           6.951426
RainToday         0.415904
dtype: float64
In [ ]:
positive_integers_arr = np.array(positive_integers)

# Calculate the mean
mean_value = np.mean(positive_integers_arr)

# Calculate the standard deviation
std_deviation = np.std(positive_integers_arr)

# Print the mean and standard deviation
print("Mean:", mean_value)
print("Standard Deviation:", std_deviation)

Mean: 58.35116424079386
Standard Deviation: 162.4010975108877

ANOVA test¶

The following code block will perform ANOVA on the dataset with 'RainToday' as the dependent variable and the other variables as independent variables. This test will help determine if there are any significant differences in the mean 'RainToday' values across different levels of the independent variables.

In [ ]:
from scipy import stats

# Extract the variables from the dataset
MinTemp = data_test['MinTemp']
MaxTemp = data_test['MaxTemp']
Rainfall = data_test['Rainfall']
WindGustSpeed = data_test['WindGustSpeed']
WindSpeed9am = data_test['WindSpeed9am']
WindSpeed3pm = data_test['WindSpeed3pm']
Humidity9am = data_test['Humidity9am']
Humidity3pm = data_test['Humidity3pm']
Pressure9am = data_test['Pressure9am']
Pressure3pm = data_test['Pressure3pm']
Cloud9am = data_test['Cloud9am']
Cloud3pm = data_test['Cloud3pm']
Temp9am = data_test['Temp9am']
Temp3pm = data_test['Temp3pm']
RainToday = data_test['RainToday']

# Perform one-way ANOVA
fvalue, pvalue = stats.f_oneway(MinTemp, MaxTemp, Rainfall, WindGustSpeed, WindSpeed9am, WindSpeed3pm, Humidity9am,
                                Humidity3pm, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp9am, Temp3pm)

# Print the results
print("One-way ANOVA results:")
print("F-value:", fvalue)
print("p-value:", pvalue)

One-way ANOVA results:
F-value: nan
p-value: nan

The f_oneway function from the scipy.stats module is used to perform the one-way ANOVA test. The resulting fvalue is the test statistic, and the pvalue is the associated p-value. Lower p-values indicate a higher likelihood of a significant difference in the mean 'RainToday' values across the independent variables.

Kruskal's algorithm¶

The following code block will perform Kruskal's algorithm on the dataset with 'RainToday' as the dependent variable and the other variables as independent variables. This non-parametric test is used when the dependent variable is categorical.

In [ ]:
from scipy import stats

# Extract the variables from the dataset
MinTemp = data_test['MinTemp']
MaxTemp = data_test['MaxTemp']
Rainfall = data_test['Rainfall']
WindGustSpeed = data_test['WindGustSpeed']
WindSpeed9am = data_test['WindSpeed9am']
WindSpeed3pm = data_test['WindSpeed3pm']
Humidity9am = data_test['Humidity9am']
Humidity3pm = data_test['Humidity3pm']
Pressure9am = data_test['Pressure9am']
Pressure3pm = data_test['Pressure3pm']
Cloud9am = data_test['Cloud9am']
Cloud3pm = data_test['Cloud3pm']
Temp9am = data_test['Temp9am']
Temp3pm = data_test['Temp3pm']
RainToday = data_test['RainToday']

# Perform Kruskal-Wallis H test
hvalue, pvalue = stats.kruskal(MinTemp, MaxTemp, Rainfall, WindGustSpeed, WindSpeed9am, WindSpeed3pm, Humidity9am,
                               Humidity3pm, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp9am, Temp3pm)

# Print the results
print("Kruskal-Wallis H test results:")
print("H-value:", hvalue)
print("p-value:", pvalue)

Kruskal-Wallis H test results:
H-value: nan
p-value: nan

The kruskal function from the scipy.stats module is used to perform the Kruskal-Wallis H test. The resulting hvalue is the test statistic, and the pvalue is the associated p-value. Lower p-values indicate a higher likelihood of a significant difference in the 'RainToday' values across the independent variables.

Models¶

In [ ]:
X = df_upsampled.drop(columns='RainTomorrow')
y = df_upsampled['RainTomorrow']
In [ ]:
X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.9, shuffle=True, random_state=44)
In [ ]:
RandomForestClassifierModel = RandomForestClassifier(criterion = 'gini', max_depth=17, n_estimators=100, random_state=44)
RandomForestClassifierModel.fit(X_train, y_train)


print('RandomForestClassifierModel Train Score is : ' , RandomForestClassifierModel.score(X_train, y_train))
print('RandomForestClassifierModel Test Score is : ' , RandomForestClassifierModel.score(X_test, y_test))

RandomForestClassifierModel Train Score is :  0.9804006278711425
RandomForestClassifierModel Test Score is :  0.9274235355106273
In [ ]:
from sklearn.metrics import f1_score, accuracy_score

# Predict labels for training and test sets
y_train_pred = RandomForestClassifierModel.predict(X_train)
y_test_pred = RandomForestClassifierModel.predict(X_test)

# Calculate F1 score
f1 = f1_score(y_test, y_test_pred)
print('F1 Score:', f1)

# Calculate accuracy
accuracy = accuracy_score(y_test, y_test_pred)
print('Accuracy:', accuracy)

F1 Score: 0.9293464547060308
Accuracy: 0.9274235355106273
In [ ]:
import joblib
from sklearn.ensemble import RandomForestClassifier

# Build and train your model
# fit your model on training data

# Save your trained model
joblib.dump(RandomForestClassifierModel, 'RandomForestClassifierModel.joblib')
Out[ ]:
['RandomForestClassifierModel.joblib']
In [ ]:
y_pred_RF = RandomForestClassifierModel.predict(X_test)
CM_RF = confusion_matrix(y_test, y_pred_RF)

sns.heatmap(CM_RF, center=True)
plt.show()

print('Confusion Matrix is\n', CM_RF)

Confusion Matrix is
 [[6946  763]
 [ 357 7366]]
In [ ]:
GBCModel = GradientBoostingClassifier(n_estimators=200, max_depth=11, learning_rate=0.07, random_state=44)
GBCModel.fit(X_train, y_train)
print('GBCModel Train Score is : ' , GBCModel.score(X_train, y_train))
print('GBCModel Test Score is : ' , GBCModel.score(X_test, y_test))

GBCModel Train Score is :  0.9900923085785055
GBCModel Test Score is :  0.9331907724209435
In [ ]:
from sklearn.ensemble import GradientBoostingClassifier
from sklearn.metrics import f1_score, accuracy_score
from sklearn.model_selection import train_test_split

X = df_upsampled.drop(columns='RainTomorrow')
y = df_upsampled['RainTomorrow']
X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.9, shuffle=True, random_state=44)

GradientBoostingClassifierModel = GradientBoostingClassifier(n_estimators=200, max_depth=11, learning_rate=0.07, random_state=44)
GradientBoostingClassifierModel.fit(X_train, y_train)
Out[ ]:
GradientBoostingClassifier(learning_rate=0.07, max_depth=11, n_estimators=200,
                           random_state=44)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
GradientBoostingClassifier(learning_rate=0.07, max_depth=11, n_estimators=200,
                           random_state=44)
In [ ]:
print('GBCModel Train Score is : ' , GBCModel.score(X_train, y_train))
print('GBCModel Test Score is : ' , GBCModel.score(X_test, y_test))
# Predict labels for training and test sets
y_train_pred = GradientBoostingClassifierModel.predict(X_train)
y_test_pred = GradientBoostingClassifierModel.predict(X_test)

# Calculate F1 score
f1 = f1_score(y_test, y_test_pred)
print('F1 Score:', f1)

# Calculate accuracy
accuracy = accuracy_score(y_test, y_test_pred)
print('Accuracy:', accuracy)

GBCModel Train Score is :  0.9900923085785055
GBCModel Test Score is :  0.9331907724209435
F1 Score: 0.93528340970435
Accuracy: 0.9331907724209435
In [ ]:
joblib.dump(GBCModel, 'GBCModel.joblib')
Out[ ]:
['GBCModel.joblib']
In [ ]:
y_pred_GB = GBCModel.predict(X_test)
CM_GB = confusion_matrix(y_test, y_pred_GB)

sns.heatmap(CM_GB, center=True)
plt.show()

print('Confusion Matrix is\n', CM_GB)

Confusion Matrix is
 [[6951  758]
 [ 273 7450]]
In [ ]:
y_pred = GBCModel.predict(test)
In [ ]:
sns.countplot(y_pred)
Out[ ]:
<Axes: ylabel='count'>
In [ ]:
test = pd.read_csv('WeatherTestData.csv')
submission = test[["row ID"]]
submission["RainTomorrow"] = y_pred

/var/folders/df/npmhf4fs0qb8cnwm2kmptxk00000gn/T/ipykernel_94084/1624392679.py:3: SettingWithCopyWarning:


A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
In [ ]:
submission.to_csv('predict_weather.csv', index=False)

Two different testing algorithms that we use:

  1. Randomized Search Cross Validation for Hyperparameter Tuning: This algorithm randomly selects a set of hyperparameters and uses cross-validation to evaluate the model's performance. It then repeats this process multiple times and selects the best set of hyperparameters that give the highest accuracy score.
In [ ]:
from sklearn.model_selection import RandomizedSearchCV

# define the hyperparameter grid
param_grid = {
    'n_estimators': [100, 200, 300],
    'max_features': ['auto', 'sqrt'],
    'max_depth': [5, 10, 15, None],
    'min_samples_split': [2, 5, 10],
    'min_samples_leaf': [1, 2, 4]
}

# create a Random Forest Classifier object
rfc = RandomForestClassifier(random_state=42)

# create a RandomizedSearchCV object
rscv = RandomizedSearchCV(
    estimator=rfc, param_distributions=param_grid,
    n_iter=10, cv=5, verbose=2, random_state=42, n_jobs=-1
)

# fit the RandomizedSearchCV object on the training data
rscv.fit(X_train, y_train)

# print the best hyperparameters and the corresponding accuracy score
print("Best Hyperparameters:", rscv.best_params_)
print("Best Accuracy Score:", rscv.best_score_)

# evaluate the model on the test data
rfc_best = rscv.best_estimator_
print("Test Accuracy Score:", rfc_best.score(X_test, y_test))

joblib.dump(rfc, 'rfc.joblib')

Fitting 5 folds for each of 10 candidates, totalling 50 fits
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time=  19.0s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time=  19.1s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time=  19.3s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time=  19.8s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time=  19.9s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time=  19.9s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time=  20.0s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time=  20.1s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  16.7s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  16.6s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  16.8s
[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  16.8s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(
/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  17.0s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time=  18.3s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time=  18.4s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(
/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=None, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=  19.0s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=5, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=   6.8s
[CV] END max_depth=5, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=   6.6s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(
/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=5, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=   6.6s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=5, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=   6.9s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=5, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=   7.2s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=None, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=  19.8s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=None, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=  20.1s
[CV] END max_depth=None, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=  19.8s
[CV] END max_depth=None, max_features=auto, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time=  19.9s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(
/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(
/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=auto, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  18.6s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=auto, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  18.7s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=auto, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  18.7s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=auto, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  18.6s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=15, max_features=auto, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time=  18.4s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time=  25.0s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time=  25.0s

/Users/hemang/miniconda3/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:424: FutureWarning: `max_features='auto'` has been deprecated in 1.1 and will be removed in 1.3. To keep the past behaviour, explicitly set `max_features='sqrt'` or remove this parameter as it is also the default value for RandomForestClassifiers and ExtraTreesClassifiers.
  warn(

[CV] END max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time=  24.9s
[CV] END max_depth=None, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=300; total time=  58.9s
[CV] END max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time=  25.8s
[CV] END max_depth=None, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=300; total time=  59.2s
[CV] END max_depth=None, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=300; total time=  59.3s
[CV] END max_depth=10, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time=  25.1s
[CV] END max_depth=None, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=300; total time=  57.5s
[CV] END max_depth=None, max_features=auto, min_samples_leaf=4, min_samples_split=2, n_estimators=300; total time=  57.9s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time=  39.0s
[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time=  34.1s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time=  38.5s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time=  38.4s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time=  38.5s
[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time=  34.0s
[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time=  34.2s
[CV] END max_depth=None, max_features=sqrt, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time=  38.8s
[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time=  30.6s
[CV] END max_depth=15, max_features=sqrt, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time=  26.9s
Best Hyperparameters: {'n_estimators': 100, 'min_samples_split': 5, 'min_samples_leaf': 2, 'max_features': 'sqrt', 'max_depth': None}
Best Accuracy Score: 0.9268227680017898
Test Accuracy Score: 0.9444660445826853
Out[ ]:
['rfc.joblib']
  1. Receiver Operating Characteristic (ROC) Curve: This algorithm is used to evaluate the performance of a binary classifier at different classification thresholds. It plots the True Positive Rate (TPR) against the False Positive Rate (FPR) for different threshold values. The area under the ROC curve (AUC-ROC) is a performance metric that ranges from 0.5 to 1. A higher AUC-ROC indicates better model performance.
In [ ]:
from sklearn.metrics import roc_curve, auc

# fit the Gradient Boosting Classifier on the training data
gbc = GradientBoostingClassifier(n_estimators=200, max_depth=11, learning_rate=0.07, random_state=44)
gbc.fit(X_train, y_train)

# predict the probabilities of the positive class for the test data
y_proba = gbc.predict_proba(X_test)[:, 1]

# calculate the False Positive Rate (FPR), True Positive Rate (TPR), and threshold values
fpr, tpr, thresholds = roc_curve(y_test, y_proba)

# calculate the Area Under the Curve (AUC-ROC)
auc_roc = auc(fpr, tpr)

# plot the ROC curve
plt.figure(figsize=(8, 6))
plt.plot(fpr, tpr, lw=2, label=f'AUC = {auc_roc:.2f}')
plt.plot([0, 1], [0, 1], linestyle='--', lw=2, color='r', label='Random Guess')
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.0])
plt.xlabel('False Positive Rate (FPR)')

joblib.dump(gbc, 'gbc.joblib')
Out[ ]:
['gbc.joblib']
In [ ]:
print(fpr, tpr)

[0.         0.         0.         ... 0.87624854 0.87624854 1.        ] [0.00000000e+00 1.29483361e-04 6.47416807e-04 ... 9.99870517e-01
 1.00000000e+00 1.00000000e+00]

The DummyClassifier in scikit-learn does not require explicit training or fitting since it employs simple rules for prediction based on the specified strategy. The strategy='most_frequent' strategy used in your code instructs the DummyClassifier to always predict the most frequent class in the training data. Hence, the model does not learn from the data during training.

DummyClassifier from scikit-learn, which provides a simple strategy for generating predictions.

In [ ]:
# import necessary modules
from sklearn.dummy import DummyClassifier
from sklearn.metrics import confusion_matrix
import seaborn as sns
import matplotlib.pyplot as plt

# create a new instance of the classifier
dummy = DummyClassifier(strategy='most_frequent')

# fit the model on the training data
dummy.fit(X_train, y_train)

# predict on the test data
y_pred_dummy = dummy.predict(X_test)

# evaluate the model
print('DummyClassifier Test Score is : ', dummy.score(X_test, y_test))

# calculate and print the confusion matrix
CM_dummy = confusion_matrix(y_test, y_pred_dummy)
sns.heatmap(CM_dummy, center=True)
plt.show()
print('Confusion Matrix is\n', CM_dummy)

DummyClassifier Test Score is :  0.49954639709694143

Confusion Matrix is
 [[7709    0]
 [7723    0]]





End of Assignment

Github Link